Overview
Brought to you by YData
Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 707875 |
| Missing cells | 2515685 |
| Missing cells (%) | 22.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 205.7 MiB |
| Average record size in memory | 304.7 B |
Variable types
| Categorical | 2 |
|---|---|
| DateTime | 1 |
| Numeric | 13 |
AQI is highly overall correlated with PM10 and 1 other fields | High correlation |
Benzene is highly overall correlated with Toluene and 1 other fields | High correlation |
NO is highly overall correlated with NOx | High correlation |
NO2 is highly overall correlated with NOx and 1 other fields | High correlation |
NOx is highly overall correlated with NO and 2 other fields | High correlation |
PM10 is highly overall correlated with AQI and 3 other fields | High correlation |
PM2.5 is highly overall correlated with AQI and 1 other fields | High correlation |
Toluene is highly overall correlated with Benzene and 1 other fields | High correlation |
Xylene is highly overall correlated with Benzene and 1 other fields | High correlation |
PM2.5 has 145088 (20.5%) missing values | Missing |
PM10 has 296737 (41.9%) missing values | Missing |
NO has 116632 (16.5%) missing values | Missing |
NO2 has 117122 (16.5%) missing values | Missing |
NOx has 123224 (17.4%) missing values | Missing |
NH3 has 272542 (38.5%) missing values | Missing |
CO has 86517 (12.2%) missing values | Missing |
SO2 has 130373 (18.4%) missing values | Missing |
O3 has 129208 (18.3%) missing values | Missing |
Benzene has 163646 (23.1%) missing values | Missing |
Toluene has 220607 (31.2%) missing values | Missing |
Xylene has 455829 (64.4%) missing values | Missing |
AQI has 129080 (18.2%) missing values | Missing |
AQI_Bucket has 129080 (18.2%) missing values | Missing |
CO is highly skewed (γ1 = 20.85295945) | Skewed |
Benzene is highly skewed (γ1 = 22.51160265) | Skewed |
NOx has 19811 (2.8%) zeros | Zeros |
CO has 66088 (9.3%) zeros | Zeros |
Benzene has 118727 (16.8%) zeros | Zeros |
Toluene has 89705 (12.7%) zeros | Zeros |
Xylene has 49350 (7.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-12-29 05:24:50.525947 |
|---|---|
| Analysis finished | 2024-12-29 05:26:21.760074 |
| Duration | 1 minute and 31.23 seconds |
| Software version | ydata-profiling vv4.12.1 |
| Download configuration | config.json |
Variables
City
Categorical
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 44.1 MiB |
| Ahmedabad | |
|---|---|
| Delhi | |
| Mumbai | |
| Bengaluru | |
| Lucknow | |
| Other values (21) |
Length
| Max length | 18 |
|---|---|
| Median length | 12 |
| Mean length | 8.2754724 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ahmedabad |
|---|---|
| 2nd row | Ahmedabad |
| 3rd row | Ahmedabad |
| 4th row | Ahmedabad |
| 5th row | Ahmedabad |
Common Values
| Value | Count | Frequency (%) |
| Ahmedabad | 48192 | 6.8% |
| Delhi | 48192 | 6.8% |
| Mumbai | 48192 | 6.8% |
| Bengaluru | 48192 | 6.8% |
| Lucknow | 48192 | 6.8% |
| Chennai | 48192 | 6.8% |
| Hyderabad | 48107 | 6.8% |
| Patna | 44554 | 6.3% |
| Gurugram | 40258 | 5.7% |
| Visakhapatnam | 35053 | 5.0% |
| Other values (16) | 250751 |
Length
| Value | Count | Frequency (%) |
| ahmedabad | 48192 | 6.8% |
| delhi | 48192 | 6.8% |
| mumbai | 48192 | 6.8% |
| bengaluru | 48192 | 6.8% |
| lucknow | 48192 | 6.8% |
| chennai | 48192 | 6.8% |
| hyderabad | 48107 | 6.8% |
| patna | 44554 | 6.3% |
| gurugram | 40258 | 5.7% |
| visakhapatnam | 35053 | 5.0% |
| Other values (16) | 250751 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1109817 | |
| r | 504103 | 8.6% |
| u | 369145 | 6.3% |
| n | 366662 | 6.3% |
| h | 327804 | 5.6% |
| i | 327468 | 5.6% |
| e | 272265 | 4.6% |
| m | 263480 | 4.5% |
| d | 199861 | 3.4% |
| t | 199045 | 3.4% |
| Other values (28) | 1918350 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5858000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 1109817 | |
| r | 504103 | 8.6% |
| u | 369145 | 6.3% |
| n | 366662 | 6.3% |
| h | 327804 | 5.6% |
| i | 327468 | 5.6% |
| e | 272265 | 4.6% |
| m | 263480 | 4.5% |
| d | 199861 | 3.4% |
| t | 199045 | 3.4% |
| Other values (28) | 1918350 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5858000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 1109817 | |
| r | 504103 | 8.6% |
| u | 369145 | 6.3% |
| n | 366662 | 6.3% |
| h | 327804 | 5.6% |
| i | 327468 | 5.6% |
| e | 272265 | 4.6% |
| m | 263480 | 4.5% |
| d | 199861 | 3.4% |
| t | 199045 | 3.4% |
| Other values (28) | 1918350 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5858000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 1109817 | |
| r | 504103 | 8.6% |
| u | 369145 | 6.3% |
| n | 366662 | 6.3% |
| h | 327804 | 5.6% |
| i | 327468 | 5.6% |
| e | 272265 | 4.6% |
| m | 263480 | 4.5% |
| d | 199861 | 3.4% |
| t | 199045 | 3.4% |
| Other values (28) | 1918350 |
Datetime
Date
| Distinct | 48192 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.4 MiB |
| Minimum | 2015-01-01 01:00:00 |
|---|---|
| Maximum | 2020-07-01 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
PM2.5
Real number (ℝ)
High correlation  Missing 
| Distinct | 34105 |
|---|---|
| Distinct (%) | 6.1% |
| Missing | 145088 |
| Missing (%) | 20.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.622994 |
| Minimum | 0.01 |
|---|---|
| Maximum | 999.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 10.5 |
| Q1 | 26.2 |
| median | 46.42 |
| Q3 | 79.49 |
| 95-th percentile | 201.08 |
| Maximum | 999.99 |
| Range | 999.98 |
| Interquartile range (IQR) | 53.29 |
Descriptive statistics
| Standard deviation | 74.730496 |
|---|---|
| Coefficient of variation (CV) | 1.1051048 |
| Kurtosis | 32.710409 |
| Mean | 67.622994 |
| Median Absolute Deviation (MAD) | 23.96 |
| Skewness | 4.3051943 |
| Sum | 38057342 |
| Variance | 5584.647 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 56 | 1679 | 0.2% |
| 11 | 1050 | 0.1% |
| 27 | 936 | 0.1% |
| 15 | 929 | 0.1% |
| 24 | 885 | 0.1% |
| 21 | 875 | 0.1% |
| 28 | 853 | 0.1% |
| 17 | 852 | 0.1% |
| 29 | 842 | 0.1% |
| 22 | 841 | 0.1% |
| Other values (34095) | 553045 | |
| (Missing) | 145088 | 20.5% |
| Value | Count | Frequency (%) |
| 0.01 | 6 | < 0.1% |
| 0.02 | 14 | |
| 0.03 | 11 | |
| 0.04 | 14 | |
| 0.05 | 11 | |
| 0.06 | 6 | < 0.1% |
| 0.07 | 15 | |
| 0.08 | 9 | |
| 0.09 | 17 | |
| 0.1 | 16 |
| Value | Count | Frequency (%) |
| 999.99 | 193 | |
| 997.93 | 1 | < 0.1% |
| 996.97 | 1 | < 0.1% |
| 995 | 75 | < 0.1% |
| 994.78 | 1 | < 0.1% |
| 994.58 | 1 | < 0.1% |
| 994 | 1 | < 0.1% |
| 992.16 | 1 | < 0.1% |
| 991.2 | 1 | < 0.1% |
| 986 | 1 | < 0.1% |
PM10
Real number (ℝ)
High correlation  Missing 
| Distinct | 45327 |
|---|---|
| Distinct (%) | 11.0% |
| Missing | 296737 |
| Missing (%) | 41.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 119.0758 |
| Minimum | 0.01 |
|---|---|
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 21.53 |
| Q1 | 52.38 |
| median | 91.5 |
| Q3 | 147.52 |
| 95-th percentile | 326.64 |
| Maximum | 1000 |
| Range | 999.99 |
| Interquartile range (IQR) | 95.14 |
Descriptive statistics
| Standard deviation | 104.22475 |
|---|---|
| Coefficient of variation (CV) | 0.87528069 |
| Kurtosis | 9.6406278 |
| Mean | 119.0758 |
| Median Absolute Deviation (MAD) | 44.26 |
| Skewness | 2.5086698 |
| Sum | 48956588 |
| Variance | 10862.799 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 94 | 3432 | 0.5% |
| 38 | 407 | 0.1% |
| 36 | 382 | 0.1% |
| 27 | 373 | 0.1% |
| 44 | 369 | 0.1% |
| 31 | 359 | 0.1% |
| 48 | 359 | 0.1% |
| 40 | 357 | 0.1% |
| 59 | 342 | < 0.1% |
| 42 | 342 | < 0.1% |
| Other values (45317) | 404416 | |
| (Missing) | 296737 |
| Value | Count | Frequency (%) |
| 0.01 | 15 | |
| 0.02 | 19 | |
| 0.03 | 28 | |
| 0.04 | 24 | |
| 0.05 | 14 | < 0.1% |
| 0.06 | 23 | |
| 0.07 | 18 | |
| 0.08 | 18 | |
| 0.09 | 17 | |
| 0.1 | 37 |
| Value | Count | Frequency (%) |
| 1000 | 57 | |
| 999.99 | 41 | |
| 999.75 | 1 | < 0.1% |
| 998.19 | 1 | < 0.1% |
| 998.1 | 1 | < 0.1% |
| 997.26 | 1 | < 0.1% |
| 995.23 | 1 | < 0.1% |
| 993.1 | 1 | < 0.1% |
| 991.07 | 1 | < 0.1% |
| 991.02 | 1 | < 0.1% |
NO
Real number (ℝ)
High correlation  Missing 
| Distinct | 19887 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 116632 |
| Missing (%) | 16.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.421755 |
| Minimum | 0.01 |
|---|---|
| Maximum | 499.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 1.14 |
| Q1 | 3.84 |
| median | 7.96 |
| Q3 | 16.15 |
| 95-th percentile | 69.12 |
| Maximum | 499.99 |
| Range | 499.98 |
| Interquartile range (IQR) | 12.31 |
Descriptive statistics
| Standard deviation | 32.095211 |
|---|---|
| Coefficient of variation (CV) | 1.842249 |
| Kurtosis | 41.136902 |
| Mean | 17.421755 |
| Median Absolute Deviation (MAD) | 4.9 |
| Skewness | 5.3847201 |
| Sum | 10300491 |
| Variance | 1030.1025 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 977 | 0.1% |
| 3 | 931 | 0.1% |
| 2.9 | 842 | 0.1% |
| 2.8 | 836 | 0.1% |
| 3.1 | 831 | 0.1% |
| 2.1 | 786 | 0.1% |
| 1.8 | 784 | 0.1% |
| 1.5 | 783 | 0.1% |
| 2.6 | 774 | 0.1% |
| 2.85 | 762 | 0.1% |
| Other values (19877) | 582937 | |
| (Missing) | 116632 | 16.5% |
| Value | Count | Frequency (%) |
| 0.01 | 69 | < 0.1% |
| 0.02 | 91 | |
| 0.03 | 85 | |
| 0.04 | 57 | < 0.1% |
| 0.05 | 55 | < 0.1% |
| 0.06 | 60 | < 0.1% |
| 0.07 | 80 | |
| 0.08 | 72 | |
| 0.09 | 62 | < 0.1% |
| 0.1 | 178 |
| Value | Count | Frequency (%) |
| 499.99 | 1 | |
| 499.52 | 1 | |
| 498.97 | 1 | |
| 498.57 | 1 | |
| 497.4 | 1 | |
| 496.23 | 1 | |
| 495.87 | 1 | |
| 494.9 | 1 | |
| 494.43 | 1 | |
| 494.09 | 1 |
NO2
Real number (ℝ)
High correlation  Missing 
| Distinct | 18115 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 117122 |
| Missing (%) | 16.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.885157 |
| Minimum | 0.01 |
|---|---|
| Maximum | 499.51 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 3.73 |
| Q1 | 10.81 |
| median | 20.32 |
| Q3 | 36.35 |
| 95-th percentile | 81.94 |
| Maximum | 499.51 |
| Range | 499.5 |
| Interquartile range (IQR) | 25.54 |
Descriptive statistics
| Standard deviation | 29.162194 |
|---|---|
| Coefficient of variation (CV) | 1.009591 |
| Kurtosis | 20.679073 |
| Mean | 28.885157 |
| Median Absolute Deviation (MAD) | 10.93 |
| Skewness | 3.3431675 |
| Sum | 17063993 |
| Variance | 850.43359 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.5 | 532 | 0.1% |
| 7 | 374 | 0.1% |
| 10 | 364 | 0.1% |
| 10.12 | 355 | 0.1% |
| 9.2 | 335 | < 0.1% |
| 9.88 | 334 | < 0.1% |
| 9.12 | 328 | < 0.1% |
| 8.8 | 325 | < 0.1% |
| 9 | 324 | < 0.1% |
| 10.18 | 316 | < 0.1% |
| Other values (18105) | 587166 | |
| (Missing) | 117122 | 16.5% |
| Value | Count | Frequency (%) |
| 0.01 | 50 | < 0.1% |
| 0.02 | 193 | |
| 0.03 | 252 | |
| 0.04 | 192 | |
| 0.05 | 170 | |
| 0.06 | 181 | |
| 0.07 | 178 | |
| 0.08 | 168 | |
| 0.09 | 130 | |
| 0.1 | 199 |
| Value | Count | Frequency (%) |
| 499.51 | 1 | |
| 495.56 | 1 | |
| 494.15 | 1 | |
| 493.42 | 1 | |
| 485.46 | 1 | |
| 485.16 | 1 | |
| 482.15 | 1 | |
| 478.23 | 1 | |
| 478.2 | 1 | |
| 477.37 | 1 |
NOx
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 23602 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 123224 |
| Missing (%) | 17.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.287565 |
| Minimum | 0 |
|---|---|
| Maximum | 498.61 |
| Zeros | 19811 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.58 |
| Q1 | 10.66 |
| median | 20.79 |
| Q3 | 37.15 |
| 95-th percentile | 105.59 |
| Maximum | 498.61 |
| Range | 498.61 |
| Interquartile range (IQR) | 26.49 |
Descriptive statistics
| Standard deviation | 39.756669 |
|---|---|
| Coefficient of variation (CV) | 1.2313307 |
| Kurtosis | 20.452373 |
| Mean | 32.287565 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 3.6879741 |
| Sum | 18876957 |
| Variance | 1580.5927 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19811 | 2.8% |
| 4.22 | 9936 | 1.4% |
| 6.24 | 3440 | 0.5% |
| 2.21 | 1495 | 0.2% |
| 5 | 832 | 0.1% |
| 4.9 | 724 | 0.1% |
| 6.9 | 375 | 0.1% |
| 7 | 344 | < 0.1% |
| 9 | 332 | < 0.1% |
| 8.9 | 322 | < 0.1% |
| Other values (23592) | 547040 | |
| (Missing) | 123224 | 17.4% |
| Value | Count | Frequency (%) |
| 0 | 19811 | |
| 0.01 | 29 | < 0.1% |
| 0.02 | 47 | < 0.1% |
| 0.03 | 105 | < 0.1% |
| 0.04 | 48 | < 0.1% |
| 0.05 | 65 | < 0.1% |
| 0.06 | 15 | < 0.1% |
| 0.07 | 30 | < 0.1% |
| 0.08 | 35 | < 0.1% |
| 0.09 | 20 | < 0.1% |
| Value | Count | Frequency (%) |
| 498.61 | 1 | |
| 498.29 | 1 | |
| 496.29 | 1 | |
| 496 | 1 | |
| 494.73 | 1 | |
| 494.54 | 1 | |
| 493.73 | 1 | |
| 493.4 | 1 | |
| 493.13 | 1 | |
| 492.84 | 1 |
NH3
Real number (ℝ)
Missing 
| Distinct | 16426 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 272542 |
| Missing (%) | 38.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.607959 |
| Minimum | 0.01 |
|---|---|
| Maximum | 499.97 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 2.57 |
| Q1 | 8.12 |
| median | 15.38 |
| Q3 | 29.23 |
| 95-th percentile | 65.63 |
| Maximum | 499.97 |
| Range | 499.96 |
| Interquartile range (IQR) | 21.11 |
Descriptive statistics
| Standard deviation | 28.8319 |
|---|---|
| Coefficient of variation (CV) | 1.2212788 |
| Kurtosis | 47.56148 |
| Mean | 23.607959 |
| Median Absolute Deviation (MAD) | 8.92 |
| Skewness | 5.2440197 |
| Sum | 10277323 |
| Variance | 831.27846 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 868 | 0.1% |
| 2.5 | 511 | 0.1% |
| 5 | 449 | 0.1% |
| 6.5 | 436 | 0.1% |
| 6.38 | 431 | 0.1% |
| 6.25 | 416 | 0.1% |
| 6.33 | 404 | 0.1% |
| 6.4 | 387 | 0.1% |
| 6.62 | 384 | 0.1% |
| 6.6 | 377 | 0.1% |
| Other values (16416) | 430670 | |
| (Missing) | 272542 |
| Value | Count | Frequency (%) |
| 0.01 | 71 | < 0.1% |
| 0.02 | 64 | < 0.1% |
| 0.03 | 93 | |
| 0.04 | 39 | < 0.1% |
| 0.05 | 113 | |
| 0.06 | 31 | < 0.1% |
| 0.07 | 29 | < 0.1% |
| 0.08 | 105 | |
| 0.09 | 13 | < 0.1% |
| 0.1 | 205 |
| Value | Count | Frequency (%) |
| 499.97 | 1 | |
| 499.56 | 1 | |
| 499.12 | 1 | |
| 498.54 | 1 | |
| 497.99 | 1 | |
| 497.95 | 1 | |
| 497.88 | 1 | |
| 497.38 | 1 | |
| 495.23 | 1 | |
| 493.6 | 1 |
CO
Real number (ℝ)
Missing  Skewed  Zeros 
| Distinct | 7017 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 86517 |
| Missing (%) | 12.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1835393 |
| Minimum | 0 |
|---|---|
| Maximum | 498.57 |
| Zeros | 66088 |
| Zeros (%) | 9.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.42 |
| median | 0.8 |
| Q3 | 1.37 |
| 95-th percentile | 6.18 |
| Maximum | 498.57 |
| Range | 498.57 |
| Interquartile range (IQR) | 0.95 |
Descriptive statistics
| Standard deviation | 10.970514 |
|---|---|
| Coefficient of variation (CV) | 5.0241892 |
| Kurtosis | 586.31918 |
| Mean | 2.1835393 |
| Median Absolute Deviation (MAD) | 0.44 |
| Skewness | 20.852959 |
| Sum | 1356759.6 |
| Variance | 120.35219 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 66088 | 9.3% |
| 0.62 | 4650 | 0.7% |
| 0.64 | 4635 | 0.7% |
| 0.7 | 4595 | 0.6% |
| 0.52 | 4574 | 0.6% |
| 0.66 | 4530 | 0.6% |
| 0.68 | 4522 | 0.6% |
| 0.6 | 4507 | 0.6% |
| 0.48 | 4445 | 0.6% |
| 0.72 | 4445 | 0.6% |
| Other values (7007) | 514367 | |
| (Missing) | 86517 | 12.2% |
| Value | Count | Frequency (%) |
| 0 | 66088 | |
| 0.01 | 905 | 0.1% |
| 0.02 | 553 | 0.1% |
| 0.03 | 599 | 0.1% |
| 0.04 | 680 | 0.1% |
| 0.05 | 826 | 0.1% |
| 0.06 | 702 | 0.1% |
| 0.07 | 636 | 0.1% |
| 0.08 | 995 | 0.1% |
| 0.09 | 669 | 0.1% |
| Value | Count | Frequency (%) |
| 498.57 | 1 | |
| 494.9 | 1 | |
| 490.35 | 1 | |
| 485.73 | 1 | |
| 483.37 | 1 | |
| 476.2 | 1 | |
| 476.02 | 1 | |
| 475.4 | 1 | |
| 473.81 | 1 | |
| 470.72 | 1 |
SO2
Real number (ℝ)
Missing 
| Distinct | 14145 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 130373 |
| Missing (%) | 18.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.038307 |
| Minimum | 0.01 |
|---|---|
| Maximum | 199.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 1.83 |
| Q1 | 4.88 |
| median | 8.37 |
| Q3 | 14.78 |
| 95-th percentile | 45.62 |
| Maximum | 199.96 |
| Range | 199.95 |
| Interquartile range (IQR) | 9.9 |
Descriptive statistics
| Standard deviation | 19.30554 |
|---|---|
| Coefficient of variation (CV) | 1.3752042 |
| Kurtosis | 26.105521 |
| Mean | 14.038307 |
| Median Absolute Deviation (MAD) | 4.27 |
| Skewness | 4.4367951 |
| Sum | 8107150.6 |
| Variance | 372.70386 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.5 | 679 | 0.1% |
| 5.4 | 664 | 0.1% |
| 4 | 651 | 0.1% |
| 5 | 651 | 0.1% |
| 5.62 | 648 | 0.1% |
| 6 | 641 | 0.1% |
| 4.5 | 639 | 0.1% |
| 6.3 | 624 | 0.1% |
| 6.1 | 616 | 0.1% |
| 4.38 | 612 | 0.1% |
| Other values (14135) | 571077 | |
| (Missing) | 130373 | 18.4% |
| Value | Count | Frequency (%) |
| 0.01 | 49 | < 0.1% |
| 0.02 | 110 | < 0.1% |
| 0.03 | 102 | < 0.1% |
| 0.04 | 81 | < 0.1% |
| 0.05 | 79 | < 0.1% |
| 0.06 | 76 | < 0.1% |
| 0.07 | 63 | < 0.1% |
| 0.08 | 76 | < 0.1% |
| 0.09 | 66 | < 0.1% |
| 0.1 | 378 |
| Value | Count | Frequency (%) |
| 199.96 | 2 | |
| 199.95 | 1 | |
| 199.93 | 1 | |
| 199.85 | 1 | |
| 199.81 | 1 | |
| 199.77 | 1 | |
| 199.75 | 1 | |
| 199.72 | 1 | |
| 199.7 | 1 | |
| 199.65 | 1 |
O3
Real number (ℝ)
Missing 
| Distinct | 16909 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 129208 |
| Missing (%) | 18.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.798979 |
| Minimum | 0.01 |
|---|---|
| Maximum | 497.62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 3.79 |
| Q1 | 13.42 |
| median | 26.24 |
| Q3 | 47.62 |
| 95-th percentile | 94.65 |
| Maximum | 497.62 |
| Range | 497.61 |
| Interquartile range (IQR) | 34.2 |
Descriptive statistics
| Standard deviation | 29.806379 |
|---|---|
| Coefficient of variation (CV) | 0.85653027 |
| Kurtosis | 4.3715225 |
| Mean | 34.798979 |
| Median Absolute Deviation (MAD) | 15.41 |
| Skewness | 1.6935193 |
| Sum | 20137021 |
| Variance | 888.42023 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.48 | 424 | 0.1% |
| 17 | 404 | 0.1% |
| 22.14 | 373 | 0.1% |
| 3 | 347 | < 0.1% |
| 43.02 | 334 | < 0.1% |
| 43.77 | 323 | < 0.1% |
| 9.8 | 291 | < 0.1% |
| 0.1 | 290 | < 0.1% |
| 7.8 | 263 | < 0.1% |
| 19.6 | 257 | < 0.1% |
| Other values (16899) | 575361 | |
| (Missing) | 129208 | 18.3% |
| Value | Count | Frequency (%) |
| 0.01 | 48 | < 0.1% |
| 0.02 | 97 | < 0.1% |
| 0.03 | 62 | < 0.1% |
| 0.04 | 54 | < 0.1% |
| 0.05 | 55 | < 0.1% |
| 0.06 | 42 | < 0.1% |
| 0.07 | 52 | < 0.1% |
| 0.08 | 43 | < 0.1% |
| 0.09 | 43 | < 0.1% |
| 0.1 | 290 |
| Value | Count | Frequency (%) |
| 497.62 | 1 | |
| 474.58 | 1 | |
| 474.2 | 1 | |
| 471.12 | 1 | |
| 440 | 1 | |
| 424.42 | 1 | |
| 419.71 | 1 | |
| 388.79 | 1 | |
| 382.92 | 1 | |
| 368.08 | 1 |
Benzene
Real number (ℝ)
High correlation  Missing  Skewed  Zeros 
| Distinct | 6073 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 163646 |
| Missing (%) | 23.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.087595 |
| Minimum | 0 |
|---|---|
| Maximum | 498.07 |
| Zeros | 118727 |
| Zeros (%) | 16.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.05 |
| median | 0.86 |
| Q3 | 2.75 |
| 95-th percentile | 9.49 |
| Maximum | 498.07 |
| Range | 498.07 |
| Interquartile range (IQR) | 2.7 |
Descriptive statistics
| Standard deviation | 16.456599 |
|---|---|
| Coefficient of variation (CV) | 5.3299085 |
| Kurtosis | 573.29287 |
| Mean | 3.087595 |
| Median Absolute Deviation (MAD) | 0.86 |
| Skewness | 22.511603 |
| Sum | 1680358.7 |
| Variance | 270.81964 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 118727 | 16.8% |
| 0.1 | 7408 | 1.0% |
| 0.03 | 4442 | 0.6% |
| 0.35 | 3699 | 0.5% |
| 0.2 | 3697 | 0.5% |
| 0.04 | 3567 | 0.5% |
| 0.01 | 3502 | 0.5% |
| 0.05 | 3461 | 0.5% |
| 0.02 | 3356 | 0.5% |
| 0.08 | 3038 | 0.4% |
| Other values (6063) | 389332 | |
| (Missing) | 163646 |
| Value | Count | Frequency (%) |
| 0 | 118727 | |
| 0.01 | 3502 | 0.5% |
| 0.02 | 3356 | 0.5% |
| 0.03 | 4442 | 0.6% |
| 0.04 | 3567 | 0.5% |
| 0.05 | 3461 | 0.5% |
| 0.06 | 2108 | 0.3% |
| 0.07 | 2211 | 0.3% |
| 0.08 | 3038 | 0.4% |
| 0.09 | 1958 | 0.3% |
| Value | Count | Frequency (%) |
| 498.07 | 4 | |
| 491.51 | 8 | |
| 488.48 | 1 | < 0.1% |
| 487.79 | 1 | < 0.1% |
| 487.21 | 1 | < 0.1% |
| 487.2 | 1 | < 0.1% |
| 486.58 | 1 | < 0.1% |
| 485.69 | 1 | < 0.1% |
| 485.44 | 2 | < 0.1% |
| 485.21 | 2 | < 0.1% |
Toluene
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 10383 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 220607 |
| Missing (%) | 31.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.6609266 |
| Minimum | 0 |
|---|---|
| Maximum | 499.4 |
| Zeros | 89705 |
| Zeros (%) | 12.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.37 |
| median | 2.59 |
| Q3 | 8.41 |
| 95-th percentile | 35.21 |
| Maximum | 499.4 |
| Range | 499.4 |
| Interquartile range (IQR) | 8.04 |
Descriptive statistics
| Standard deviation | 21.741023 |
|---|---|
| Coefficient of variation (CV) | 2.5102422 |
| Kurtosis | 200.96317 |
| Mean | 8.6609266 |
| Median Absolute Deviation (MAD) | 2.59 |
| Skewness | 11.494659 |
| Sum | 4220192.4 |
| Variance | 472.6721 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 89705 | 12.7% |
| 1.1 | 2589 | 0.4% |
| 0.1 | 2452 | 0.3% |
| 0.2 | 1899 | 0.3% |
| 0.3 | 1315 | 0.2% |
| 0.03 | 1233 | 0.2% |
| 80.04 | 1155 | 0.2% |
| 0.5 | 1145 | 0.2% |
| 0.08 | 1133 | 0.2% |
| 0.18 | 1122 | 0.2% |
| Other values (10373) | 383520 | |
| (Missing) | 220607 |
| Value | Count | Frequency (%) |
| 0 | 89705 | |
| 0.01 | 418 | 0.1% |
| 0.02 | 561 | 0.1% |
| 0.03 | 1233 | 0.2% |
| 0.04 | 760 | 0.1% |
| 0.05 | 942 | 0.1% |
| 0.06 | 781 | 0.1% |
| 0.07 | 960 | 0.1% |
| 0.08 | 1133 | 0.2% |
| 0.09 | 559 | 0.1% |
| Value | Count | Frequency (%) |
| 499.4 | 1 | < 0.1% |
| 498.07 | 4 | |
| 491.6 | 1 | < 0.1% |
| 491.51 | 5 | |
| 488.53 | 1 | < 0.1% |
| 488.48 | 1 | < 0.1% |
| 487.79 | 1 | < 0.1% |
| 487.21 | 1 | < 0.1% |
| 487.2 | 1 | < 0.1% |
| 486.58 | 1 | < 0.1% |
Xylene
Real number (ℝ)
High correlation  Missing  Zeros 
| Distinct | 4340 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 455829 |
| Missing (%) | 64.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1305368 |
| Minimum | 0 |
|---|---|
| Maximum | 499.99 |
| Zeros | 49350 |
| Zeros (%) | 7.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1 |
| median | 0.79 |
| Q3 | 3.12 |
| 95-th percentile | 13.32 |
| Maximum | 499.99 |
| Range | 499.99 |
| Interquartile range (IQR) | 3.02 |
Descriptive statistics
| Standard deviation | 7.8348316 |
|---|---|
| Coefficient of variation (CV) | 2.5027119 |
| Kurtosis | 419.4058 |
| Mean | 3.1305368 |
| Median Absolute Deviation (MAD) | 0.79 |
| Skewness | 13.693196 |
| Sum | 789039.28 |
| Variance | 61.384586 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 49350 | 7.0% |
| 2 | 5962 | 0.8% |
| 0.1 | 5478 | 0.8% |
| 0.65 | 4119 | 0.6% |
| 3.21 | 2653 | 0.4% |
| 0.52 | 1940 | 0.3% |
| 0.08 | 1935 | 0.3% |
| 0.2 | 1694 | 0.2% |
| 0.12 | 1634 | 0.2% |
| 0.05 | 1579 | 0.2% |
| Other values (4330) | 175702 | 24.8% |
| (Missing) | 455829 |
| Value | Count | Frequency (%) |
| 0 | 49350 | |
| 0.01 | 1042 | 0.1% |
| 0.02 | 1471 | 0.2% |
| 0.03 | 1432 | 0.2% |
| 0.04 | 1147 | 0.2% |
| 0.05 | 1579 | 0.2% |
| 0.06 | 1452 | 0.2% |
| 0.07 | 1502 | 0.2% |
| 0.08 | 1935 | 0.3% |
| 0.09 | 1490 | 0.2% |
| Value | Count | Frequency (%) |
| 499.99 | 1 | |
| 461.39 | 1 | |
| 433.94 | 1 | |
| 402.64 | 1 | |
| 396.06 | 1 | |
| 347.1 | 1 | |
| 327.16 | 1 | |
| 319.95 | 1 | |
| 278.69 | 1 | |
| 277.18 | 1 |
AQI
Real number (ℝ)
High correlation  Missing 
| Distinct | 1556 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 129080 |
| Missing (%) | 18.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 166.4135 |
| Minimum | 8 |
|---|---|
| Maximum | 3133 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.4 MiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 46 |
| Q1 | 79 |
| median | 116 |
| Q3 | 208 |
| 95-th percentile | 397 |
| Maximum | 3133 |
| Range | 3125 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 162.11273 |
|---|---|
| Coefficient of variation (CV) | 0.97415611 |
| Kurtosis | 75.439063 |
| Mean | 166.4135 |
| Median Absolute Deviation (MAD) | 49 |
| Skewness | 6.3813666 |
| Sum | 96319302 |
| Variance | 26280.537 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 102 | 5371 | 0.8% |
| 68 | 5021 | 0.7% |
| 104 | 4984 | 0.7% |
| 78 | 4928 | 0.7% |
| 106 | 4848 | 0.7% |
| 72 | 4817 | 0.7% |
| 66 | 4813 | 0.7% |
| 100 | 4812 | 0.7% |
| 80 | 4775 | 0.7% |
| 70 | 4736 | 0.7% |
| Other values (1546) | 529690 | |
| (Missing) | 129080 | 18.2% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 9 | 8 | < 0.1% |
| 10 | 21 | < 0.1% |
| 11 | 53 | |
| 12 | 41 | |
| 13 | 35 | |
| 14 | 29 | |
| 15 | 49 | |
| 16 | 54 | |
| 17 | 54 |
| Value | Count | Frequency (%) |
| 3133 | 8 | |
| 3111 | 8 | |
| 3084 | 8 | |
| 3057 | 8 | |
| 3043 | 8 | |
| 3001 | 8 | |
| 3000 | 8 | |
| 2996 | 8 | |
| 2987 | 8 | |
| 2969 | 8 |
AQI_Bucket
Categorical
Missing 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 129080 |
| Missing (%) | 18.2% |
| Memory size | 43.1 MiB |
| Moderate | |
|---|---|
| Satisfactory | |
| Poor | |
| Very Poor | |
| Good |
Length
| Max length | 12 |
|---|---|
| Median length | 9 |
| Mean length | 8.5854076 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Poor |
|---|---|
| 2nd row | Moderate |
| 3rd row | Moderate |
| 4th row | Moderate |
| 5th row | Moderate |
Common Values
| Value | Count | Frequency (%) |
| Moderate | 198991 | |
| Satisfactory | 189434 | |
| Poor | 66654 | 9.4% |
| Very Poor | 57455 | 8.1% |
| Good | 38611 | 5.5% |
| Severe | 27650 | 3.9% |
| (Missing) | 129080 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| moderate | 198991 | |
| satisfactory | 189434 | |
| poor | 124109 | |
| very | 57455 | 9.0% |
| good | 38611 | 6.1% |
| severe | 27650 | 4.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 713865 | |
| r | 597639 | |
| a | 577859 | |
| t | 577859 | |
| e | 538387 | |
| y | 246889 | 5.0% |
| d | 237602 | 4.8% |
| S | 217084 | 4.4% |
| M | 198991 | 4.0% |
| c | 189434 | 3.8% |
| Other values (8) | 873582 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4969191 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 713865 | |
| r | 597639 | |
| a | 577859 | |
| t | 577859 | |
| e | 538387 | |
| y | 246889 | 5.0% |
| d | 237602 | 4.8% |
| S | 217084 | 4.4% |
| M | 198991 | 4.0% |
| c | 189434 | 3.8% |
| Other values (8) | 873582 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4969191 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 713865 | |
| r | 597639 | |
| a | 577859 | |
| t | 577859 | |
| e | 538387 | |
| y | 246889 | 5.0% |
| d | 237602 | 4.8% |
| S | 217084 | 4.4% |
| M | 198991 | 4.0% |
| c | 189434 | 3.8% |
| Other values (8) | 873582 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4969191 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 713865 | |
| r | 597639 | |
| a | 577859 | |
| t | 577859 | |
| e | 538387 | |
| y | 246889 | 5.0% |
| d | 237602 | 4.8% |
| S | 217084 | 4.4% |
| M | 198991 | 4.0% |
| c | 189434 | 3.8% |
| Other values (8) | 873582 |
Interactions
Correlations
| AQI | AQI_Bucket | Benzene | CO | City | NH3 | NO | NO2 | NOx | O3 | PM10 | PM2.5 | SO2 | Toluene | Xylene | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AQI | 1.000 | 0.428 | 0.259 | 0.456 | 0.189 | 0.355 | 0.351 | 0.418 | 0.409 | 0.160 | 0.782 | 0.753 | 0.323 | 0.351 | 0.125 |
| AQI_Bucket | 0.428 | 1.000 | 0.035 | 0.144 | 0.343 | 0.124 | 0.133 | 0.181 | 0.172 | 0.119 | 0.393 | 0.340 | 0.156 | 0.099 | 0.034 |
| Benzene | 0.259 | 0.035 | 1.000 | 0.291 | 0.094 | 0.137 | 0.241 | 0.355 | 0.296 | 0.054 | 0.348 | 0.256 | 0.155 | 0.790 | 0.721 |
| CO | 0.456 | 0.144 | 0.291 | 1.000 | 0.100 | 0.210 | 0.340 | 0.302 | 0.356 | -0.064 | 0.314 | 0.347 | 0.267 | 0.402 | 0.391 |
| City | 0.189 | 0.343 | 0.094 | 0.100 | 1.000 | 0.167 | 0.116 | 0.140 | 0.135 | 0.090 | 0.191 | 0.150 | 0.228 | 0.117 | 0.026 |
| NH3 | 0.355 | 0.124 | 0.137 | 0.210 | 0.167 | 1.000 | 0.316 | 0.471 | 0.339 | 0.127 | 0.371 | 0.365 | 0.103 | 0.116 | -0.120 |
| NO | 0.351 | 0.133 | 0.241 | 0.340 | 0.116 | 0.316 | 1.000 | 0.423 | 0.725 | -0.245 | 0.423 | 0.340 | 0.266 | 0.218 | 0.250 |
| NO2 | 0.418 | 0.181 | 0.355 | 0.302 | 0.140 | 0.471 | 0.423 | 1.000 | 0.670 | 0.084 | 0.502 | 0.435 | 0.225 | 0.414 | 0.238 |
| NOx | 0.409 | 0.172 | 0.296 | 0.356 | 0.135 | 0.339 | 0.725 | 0.670 | 1.000 | -0.134 | 0.502 | 0.393 | 0.284 | 0.321 | 0.253 |
| O3 | 0.160 | 0.119 | 0.054 | -0.064 | 0.090 | 0.127 | -0.245 | 0.084 | -0.134 | 1.000 | 0.127 | 0.087 | 0.105 | 0.094 | -0.045 |
| PM10 | 0.782 | 0.393 | 0.348 | 0.314 | 0.191 | 0.371 | 0.423 | 0.502 | 0.502 | 0.127 | 1.000 | 0.857 | 0.343 | 0.409 | 0.168 |
| PM2.5 | 0.753 | 0.340 | 0.256 | 0.347 | 0.150 | 0.365 | 0.340 | 0.435 | 0.393 | 0.087 | 0.857 | 1.000 | 0.241 | 0.292 | 0.201 |
| SO2 | 0.323 | 0.156 | 0.155 | 0.267 | 0.228 | 0.103 | 0.266 | 0.225 | 0.284 | 0.105 | 0.343 | 0.241 | 1.000 | 0.295 | 0.260 |
| Toluene | 0.351 | 0.099 | 0.790 | 0.402 | 0.117 | 0.116 | 0.218 | 0.414 | 0.321 | 0.094 | 0.409 | 0.292 | 0.295 | 1.000 | 0.620 |
| Xylene | 0.125 | 0.034 | 0.721 | 0.391 | 0.026 | -0.120 | 0.250 | 0.238 | 0.253 | -0.045 | 0.168 | 0.201 | 0.260 | 0.620 | 1.000 |
Missing values
Sample
| City | Datetime | PM2.5 | PM10 | NO | NO2 | NOx | NH3 | CO | SO2 | O3 | Benzene | Toluene | Xylene | AQI | AQI_Bucket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Ahmedabad | 2015-01-01 01:00:00 | NaN | NaN | 1.00 | 40.01 | 36.37 | NaN | 1.00 | 122.07 | NaN | 0.0 | 0.0 | 0.0 | NaN | NaN |
| 1 | Ahmedabad | 2015-01-01 02:00:00 | NaN | NaN | 0.02 | 27.75 | 19.73 | NaN | 0.02 | 85.90 | NaN | 0.0 | 0.0 | 0.0 | NaN | NaN |
| 2 | Ahmedabad | 2015-01-01 03:00:00 | NaN | NaN | 0.08 | 19.32 | 11.08 | NaN | 0.08 | 52.83 | NaN | 0.0 | 0.0 | 0.0 | NaN | NaN |
| 3 | Ahmedabad | 2015-01-01 04:00:00 | NaN | NaN | 0.30 | 16.45 | 9.20 | NaN | 0.30 | 39.53 | 153.58 | 0.0 | 0.0 | 0.0 | NaN | NaN |
| 4 | Ahmedabad | 2015-01-01 05:00:00 | NaN | NaN | 0.12 | 14.90 | 7.85 | NaN | 0.12 | 32.63 | NaN | 0.0 | 0.0 | 0.0 | NaN | NaN |
| 5 | Ahmedabad | 2015-01-01 06:00:00 | NaN | NaN | 0.33 | 15.95 | 10.82 | NaN | 0.33 | 29.87 | 64.25 | 0.0 | 0.0 | 0.0 | NaN | NaN |
| 6 | Ahmedabad | 2015-01-01 07:00:00 | NaN | NaN | 0.45 | 15.94 | 12.47 | NaN | 0.45 | 27.41 | 191.96 | 0.0 | 0.0 | 0.0 | NaN | NaN |
| 7 | Ahmedabad | 2015-01-01 08:00:00 | NaN | NaN | 1.03 | 16.66 | 16.48 | NaN | 1.03 | 20.92 | 177.21 | 0.0 | 0.0 | 0.0 | NaN | NaN |
| 8 | Ahmedabad | 2015-01-01 09:00:00 | NaN | NaN | 1.47 | 16.25 | 18.02 | NaN | 1.47 | 16.45 | 122.08 | 0.0 | 0.0 | 0.0 | NaN | NaN |
| 9 | Ahmedabad | 2015-01-01 10:00:00 | NaN | NaN | 2.05 | 13.78 | 16.08 | NaN | 2.05 | 15.14 | NaN | 0.0 | 0.0 | 0.0 | NaN | NaN |
| City | Datetime | PM2.5 | PM10 | NO | NO2 | NOx | NH3 | CO | SO2 | O3 | Benzene | Toluene | Xylene | AQI | AQI_Bucket | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 707865 | Visakhapatnam | 2020-06-30 15:00:00 | 15.75 | 30.25 | 0.95 | 13.75 | 8.07 | 4.67 | 0.30 | 2.90 | 41.55 | 0.0 | 0.0 | 0.0 | 51.0 | Satisfactory |
| 707866 | Visakhapatnam | 2020-06-30 16:00:00 | 14.00 | 29.50 | 1.77 | 20.70 | 12.45 | 8.08 | 0.45 | 7.12 | 39.23 | 0.0 | 0.0 | 0.0 | 51.0 | Satisfactory |
| 707867 | Visakhapatnam | 2020-06-30 17:00:00 | 9.75 | 24.25 | 2.88 | 23.85 | 15.02 | 12.23 | 0.57 | 8.45 | 34.78 | 0.0 | 0.0 | 0.0 | 51.0 | Satisfactory |
| 707868 | Visakhapatnam | 2020-06-30 18:00:00 | 6.50 | 24.75 | 2.25 | 23.38 | 13.68 | 10.60 | 0.66 | 5.80 | 33.55 | NaN | NaN | NaN | 51.0 | Satisfactory |
| 707869 | Visakhapatnam | 2020-06-30 19:00:00 | 8.25 | 33.25 | 0.35 | 24.05 | 13.05 | 5.55 | 0.44 | 1.85 | 41.38 | NaN | NaN | NaN | 51.0 | Satisfactory |
| 707870 | Visakhapatnam | 2020-06-30 20:00:00 | 9.50 | 36.00 | 2.75 | 25.57 | 15.85 | 4.57 | 0.62 | NaN | 27.75 | NaN | NaN | NaN | 51.0 | Satisfactory |
| 707871 | Visakhapatnam | 2020-06-30 21:00:00 | 17.25 | 49.25 | 3.62 | 33.20 | 20.62 | 3.78 | 0.76 | 2.02 | 25.58 | NaN | NaN | NaN | 51.0 | Satisfactory |
| 707872 | Visakhapatnam | 2020-06-30 22:00:00 | 36.00 | 71.00 | 2.20 | 30.80 | 18.20 | 3.67 | 0.58 | 1.77 | 26.15 | NaN | NaN | NaN | 50.0 | Good |
| 707873 | Visakhapatnam | 2020-06-30 23:00:00 | 15.75 | 63.00 | 1.02 | 28.90 | 16.00 | 3.80 | 0.49 | 0.75 | 15.82 | NaN | NaN | NaN | 50.0 | Good |
| 707874 | Visakhapatnam | 2020-07-01 00:00:00 | 15.00 | 66.00 | 0.40 | 26.85 | 14.05 | 5.20 | 0.59 | 2.10 | 17.05 | NaN | NaN | NaN | 50.0 | Good |